{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#| hide\n",
    "!pip install -Uqq nixtla"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#| hide \n",
    "from nixtla.utils import in_colab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#| hide \n",
    "IN_COLAB = in_colab()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#| hide\n",
    "if not IN_COLAB:\n",
    "    from nixtla.utils import colab_badge\n",
    "    from dotenv import load_dotenv"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Quickstart\n",
    "\n",
    "To perform anomaly detection, use the `detect_anomalies` method. Then, plot the anomalies using the `plot` method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "[![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Nixtla/nixtla/blob/main/nbs/docs/capabilities/anomaly-detection/01_quickstart.ipynb)"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#| echo: false\n",
    "if not IN_COLAB:\n",
    "    load_dotenv()\n",
    "    colab_badge('docs/capabilities/anomaly-detection/01_quickstart')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from nixtla import NixtlaClient"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "nixtla_client = NixtlaClient(\n",
    "    # defaults to os.environ.get(\"NIXTLA_API_KEY\")\n",
    "    api_key = 'my_api_key_provided_by_nixtla'\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> 👍 Use an Azure AI endpoint\n",
    "> \n",
    "> To use an Azure AI endpoint, set the `base_url` argument:\n",
    "> \n",
    "> `nixtla_client = NixtlaClient(base_url=\"you azure ai endpoint\", api_key=\"your api_key\")`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#| hide\n",
    "if not IN_COLAB:\n",
    "    nixtla_client = NixtlaClient()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:nixtla.nixtla_client:Validating inputs...\n",
      "INFO:nixtla.nixtla_client:Preprocessing dataframes...\n",
      "INFO:nixtla.nixtla_client:Calling Anomaly Detector Endpoint...\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2400x350 with 1 Axes>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Read the dataset\n",
    "df = pd.read_csv('https://raw.githubusercontent.com/Nixtla/transfer-learning-time-series/main/datasets/peyton_manning.csv')\n",
    "\n",
    "# Detect anomalies\n",
    "anomalies_df = nixtla_client.detect_anomalies(\n",
    "    df, \n",
    "    time_col='timestamp', \n",
    "    target_col='value', \n",
    "    freq='D',\n",
    ")\n",
    "\n",
    "# Plot anomalies\n",
    "nixtla_client.plot(\n",
    "    df, \n",
    "    anomalies_df,\n",
    "    time_col='timestamp', \n",
    "    target_col='value'\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> 📘 Available models in Azure AI\n",
    ">\n",
    "> If you use an Azure AI endpoint, set `model=\"azureai\"`\n",
    ">\n",
    "> `nixtla_client.detect_anomalies(..., model=\"azureai\")`\n",
    "> \n",
    "> For the public API, two models are supported: `timegpt-1` and `timegpt-1-long-horizon`.\n",
    "> \n",
    "> By default, `timegpt-1` is used. See [this tutorial](https://docs.nixtla.io/docs/tutorials-long_horizon_forecasting) for details on using `timegpt-1-long-horizon`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For an in-depth guide on anomaly detection with TimeGPT, check out our [tutorial](https://docs.nixtla.io/docs/tutorials/anomaly_detection)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  }
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